{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "import keras as ks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tensorflow as tf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "session = tf.InteractiveSession()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.read_csv('./training_setA/training/p000001.psv', sep='|')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
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       "      <td>21</td>\n",
       "      <td>98.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>134.0</td>\n",
       "      <td>83.33</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>22</td>\n",
       "      <td>100.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>23</td>\n",
       "      <td>102.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>36.67</td>\n",
       "      <td>132.0</td>\n",
       "      <td>94.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>32.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>24</td>\n",
       "      <td>108.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>149.0</td>\n",
       "      <td>89.67</td>\n",
       "      <td>NaN</td>\n",
       "      <td>30.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>25</td>\n",
       "      <td>107.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>156.0</td>\n",
       "      <td>96.67</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>26</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>26</td>\n",
       "      <td>104.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>168.0</td>\n",
       "      <td>141.33</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>27</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>27</td>\n",
       "      <td>102.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>36.50</td>\n",
       "      <td>146.0</td>\n",
       "      <td>90.67</td>\n",
       "      <td>NaN</td>\n",
       "      <td>27.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>28</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>28</td>\n",
       "      <td>106.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>137.0</td>\n",
       "      <td>75.67</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>29</td>\n",
       "      <td>112.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>157.0</td>\n",
       "      <td>123.67</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>30</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>31</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>31</td>\n",
       "      <td>107.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>37.44</td>\n",
       "      <td>141.0</td>\n",
       "      <td>97.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>32</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>32</td>\n",
       "      <td>111.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>138.0</td>\n",
       "      <td>126.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>31.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>33</td>\n",
       "      <td>104.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>126.0</td>\n",
       "      <td>117.33</td>\n",
       "      <td>NaN</td>\n",
       "      <td>27.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>34</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>34</td>\n",
       "      <td>102.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>103.0</td>\n",
       "      <td>75.67</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>35</td>\n",
       "      <td>99.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>37.11</td>\n",
       "      <td>113.0</td>\n",
       "      <td>96.33</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>36</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>36</td>\n",
       "      <td>97.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>110.0</td>\n",
       "      <td>72.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>37</td>\n",
       "      <td>110.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>108.0</td>\n",
       "      <td>90.67</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>38</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>38</td>\n",
       "      <td>108.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>139.0</td>\n",
       "      <td>102.33</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>39</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>39</td>\n",
       "      <td>117.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>36.78</td>\n",
       "      <td>126.0</td>\n",
       "      <td>104.67</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>48.0</td>\n",
       "      <td>...</td>\n",
       "      <td>14.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>338.0</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>40</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>40</td>\n",
       "      <td>107.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>41</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>41</td>\n",
       "      <td>117.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>36.33</td>\n",
       "      <td>126.0</td>\n",
       "      <td>84.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>42</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>42</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>43</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>43</td>\n",
       "      <td>114.5</td>\n",
       "      <td>89.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>157.5</td>\n",
       "      <td>121.17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>44</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>44</td>\n",
       "      <td>96.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>119.5</td>\n",
       "      <td>87.50</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>45</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>45</td>\n",
       "      <td>84.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>111.5</td>\n",
       "      <td>67.83</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>46</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>46</td>\n",
       "      <td>86.0</td>\n",
       "      <td>97.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>127.0</td>\n",
       "      <td>76.33</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>47</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>47</td>\n",
       "      <td>99.5</td>\n",
       "      <td>96.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>143.5</td>\n",
       "      <td>96.17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>48</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>48</td>\n",
       "      <td>100.0</td>\n",
       "      <td>86.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>181.0</td>\n",
       "      <td>104.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>30.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>49</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>49</td>\n",
       "      <td>76.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>85.0</td>\n",
       "      <td>53.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>50</td>\n",
       "      <td>81.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>99.0</td>\n",
       "      <td>51.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>51</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>51</td>\n",
       "      <td>85.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>103.0</td>\n",
       "      <td>48.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>52</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>52</td>\n",
       "      <td>86.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>87.0</td>\n",
       "      <td>44.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>53</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>53</td>\n",
       "      <td>84.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>78.0</td>\n",
       "      <td>44.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>54</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>54 rows × 41 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       HR  O2Sat   Temp    SBP     MAP  DBP  Resp  EtCO2  BaseExcess  HCO3  \\\n",
       "0     NaN    NaN    NaN    NaN     NaN  NaN   NaN    NaN         NaN   NaN   \n",
       "1    97.0   95.0    NaN   98.0   75.33  NaN  19.0    NaN         NaN   NaN   \n",
       "2    89.0   99.0    NaN  122.0   86.00  NaN  22.0    NaN         NaN   NaN   \n",
       "3    90.0   95.0    NaN    NaN     NaN  NaN  30.0    NaN        24.0   NaN   \n",
       "4   103.0   88.5    NaN  122.0   91.33  NaN  24.5    NaN         NaN   NaN   \n",
       "5   110.0   91.0    NaN    NaN     NaN  NaN  22.0    NaN         NaN   NaN   \n",
       "6   108.0   92.0  36.11  123.0   77.00  NaN  29.0    NaN         NaN   NaN   \n",
       "7   106.0   90.5    NaN   93.0   76.33  NaN  29.0    NaN         NaN   NaN   \n",
       "8   104.0   95.0    NaN  133.0   88.33  NaN  26.0    NaN         NaN   NaN   \n",
       "9   102.0   91.0    NaN  134.0   87.33  NaN  30.0    NaN         NaN   NaN   \n",
       "10  104.0   92.0  37.17  138.0   86.67  NaN  19.0    NaN        23.0   NaN   \n",
       "11    NaN    NaN    NaN    NaN     NaN  NaN   NaN    NaN         NaN   NaN   \n",
       "12  102.0   93.0    NaN  129.0   77.00  NaN  24.0    NaN         NaN   NaN   \n",
       "13  108.0   90.0    NaN  122.0   96.67  NaN  27.0    NaN         NaN   NaN   \n",
       "14  106.0   90.0    NaN    NaN     NaN  NaN  25.0    NaN         NaN   NaN   \n",
       "15  109.0   91.0  36.56  132.0   96.67  NaN  24.0    NaN         NaN   NaN   \n",
       "16  103.0   90.0    NaN    NaN     NaN  NaN  30.0    NaN        21.0  45.0   \n",
       "17  104.0   92.0    NaN  132.0   81.33  NaN  28.0    NaN         NaN   NaN   \n",
       "18    NaN    NaN    NaN    NaN     NaN  NaN   NaN    NaN         NaN   NaN   \n",
       "19  109.0   91.0  37.11  147.0   91.00  NaN  22.0    NaN         NaN   NaN   \n",
       "20  113.0   90.0    NaN    NaN     NaN  NaN  17.0    NaN         NaN   NaN   \n",
       "21   98.0   93.0    NaN  134.0   83.33  NaN  28.0    NaN         NaN   NaN   \n",
       "22  100.0   85.0    NaN    NaN     NaN  NaN  29.0    NaN         NaN   NaN   \n",
       "23  102.0   89.0  36.67  132.0   94.00  NaN  32.0    NaN        20.0   NaN   \n",
       "24  108.0   87.0    NaN  149.0   89.67  NaN  30.0    NaN         NaN   NaN   \n",
       "25  107.0   90.0    NaN  156.0   96.67  NaN  26.0    NaN         NaN   NaN   \n",
       "26  104.0   91.0    NaN  168.0  141.33  NaN  29.0    NaN         NaN   NaN   \n",
       "27  102.0   88.0  36.50  146.0   90.67  NaN  27.0    NaN         NaN   NaN   \n",
       "28  106.0   91.0    NaN  137.0   75.67  NaN  25.0    NaN         NaN   NaN   \n",
       "29  112.0   89.0    NaN  157.0  123.67  NaN  20.0    NaN         NaN   NaN   \n",
       "30    NaN    NaN    NaN    NaN     NaN  NaN   NaN    NaN         NaN   NaN   \n",
       "31  107.0   91.0  37.44  141.0   97.00  NaN  24.5    NaN         NaN   NaN   \n",
       "32  111.0    NaN    NaN  138.0  126.00  NaN  31.0    NaN         NaN   NaN   \n",
       "33  104.0   90.0    NaN  126.0  117.33  NaN  27.0    NaN         NaN   NaN   \n",
       "34  102.0    NaN    NaN  103.0   75.67  NaN  24.0    NaN         NaN   NaN   \n",
       "35   99.0   89.0  37.11  113.0   96.33  NaN  26.0    NaN         NaN   NaN   \n",
       "36   97.0   89.0    NaN  110.0   72.00  NaN  29.0    NaN         NaN   NaN   \n",
       "37  110.0   89.0    NaN  108.0   90.67  NaN  24.0    NaN         NaN   NaN   \n",
       "38  108.0   89.0    NaN  139.0  102.33  NaN  26.0    NaN        20.0   NaN   \n",
       "39  117.0    NaN  36.78  126.0  104.67  NaN  22.0    NaN         NaN  48.0   \n",
       "40  107.0   93.0    NaN    NaN     NaN  NaN  21.0    NaN         NaN   NaN   \n",
       "41  117.0    NaN  36.33  126.0   84.00  NaN  25.0    NaN         NaN   NaN   \n",
       "42    NaN    NaN    NaN    NaN     NaN  NaN  29.0    NaN         NaN   NaN   \n",
       "43  114.5   89.5    NaN  157.5  121.17  NaN  26.0    NaN        18.0   NaN   \n",
       "44   96.0   95.0    NaN  119.5   87.50  NaN  22.0    NaN         NaN   NaN   \n",
       "45   84.0   95.0    NaN  111.5   67.83  NaN  21.5    NaN        19.0   NaN   \n",
       "46   86.0   97.0    NaN  127.0   76.33  NaN  18.0    NaN         NaN   NaN   \n",
       "47   99.5   96.0    NaN  143.5   96.17  NaN  21.5    NaN         NaN   NaN   \n",
       "48  100.0   86.5    NaN  181.0  104.00  NaN  30.0    NaN         NaN   NaN   \n",
       "49   76.0    NaN    NaN   85.0   53.00  NaN  17.0    NaN         NaN   NaN   \n",
       "50   81.0   99.0    NaN   99.0   51.00  NaN  17.0    NaN         NaN   NaN   \n",
       "51   85.0  100.0    NaN  103.0   48.00  NaN  26.0    NaN         NaN   NaN   \n",
       "52   86.0   93.0    NaN   87.0   44.00  NaN  22.0    NaN         NaN   NaN   \n",
       "53   84.0   85.0    NaN   78.0   44.00  NaN  18.0    NaN         NaN   NaN   \n",
       "\n",
       "    ...   WBC  Fibrinogen  Platelets    Age  Gender  Unit1  Unit2  \\\n",
       "0   ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "1   ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "2   ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "3   ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "4   ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "5   ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "6   ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "7   ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "8   ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "9   ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "10  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "11  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "12  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "13  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "14  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "15  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "16  ...   5.7         NaN      317.0  83.14       0    NaN    NaN   \n",
       "17  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "18  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "19  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "20  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "21  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "22  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "23  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "24  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "25  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "26  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "27  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "28  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "29  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "30  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "31  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "32  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "33  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "34  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "35  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "36  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "37  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "38  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "39  ...  14.7         NaN      338.0  83.14       0    NaN    NaN   \n",
       "40  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "41  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "42  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "43  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "44  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "45  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "46  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "47  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "48  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "49  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "50  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "51  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "52  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "53  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "\n",
       "    HospAdmTime  ICULOS  SepsisLabel  \n",
       "0         -0.03       1            0  \n",
       "1         -0.03       2            0  \n",
       "2         -0.03       3            0  \n",
       "3         -0.03       4            0  \n",
       "4         -0.03       5            0  \n",
       "5         -0.03       6            0  \n",
       "6         -0.03       7            0  \n",
       "7         -0.03       8            0  \n",
       "8         -0.03       9            0  \n",
       "9         -0.03      10            0  \n",
       "10        -0.03      11            0  \n",
       "11        -0.03      12            0  \n",
       "12        -0.03      13            0  \n",
       "13        -0.03      14            0  \n",
       "14        -0.03      15            0  \n",
       "15        -0.03      16            0  \n",
       "16        -0.03      17            0  \n",
       "17        -0.03      18            0  \n",
       "18        -0.03      19            0  \n",
       "19        -0.03      20            0  \n",
       "20        -0.03      21            0  \n",
       "21        -0.03      22            0  \n",
       "22        -0.03      23            0  \n",
       "23        -0.03      24            0  \n",
       "24        -0.03      25            0  \n",
       "25        -0.03      26            0  \n",
       "26        -0.03      27            0  \n",
       "27        -0.03      28            0  \n",
       "28        -0.03      29            0  \n",
       "29        -0.03      30            0  \n",
       "30        -0.03      31            0  \n",
       "31        -0.03      32            0  \n",
       "32        -0.03      33            0  \n",
       "33        -0.03      34            0  \n",
       "34        -0.03      35            0  \n",
       "35        -0.03      36            0  \n",
       "36        -0.03      37            0  \n",
       "37        -0.03      38            0  \n",
       "38        -0.03      39            0  \n",
       "39        -0.03      40            0  \n",
       "40        -0.03      41            0  \n",
       "41        -0.03      42            0  \n",
       "42        -0.03      43            0  \n",
       "43        -0.03      44            0  \n",
       "44        -0.03      45            0  \n",
       "45        -0.03      46            0  \n",
       "46        -0.03      47            0  \n",
       "47        -0.03      48            0  \n",
       "48        -0.03      49            0  \n",
       "49        -0.03      50            0  \n",
       "50        -0.03      51            0  \n",
       "51        -0.03      52            0  \n",
       "52        -0.03      53            0  \n",
       "53        -0.03      54            0  \n",
       "\n",
       "[54 rows x 41 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\sourabh\\Anaconda3\\lib\\site-packages\\pandas\\core\\ops\\__init__.py:1115: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n",
      "  result = method(y)\n"
     ]
    }
   ],
   "source": [
    "data[data==\"NaN\"]=0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>HR</th>\n",
       "      <th>O2Sat</th>\n",
       "      <th>Temp</th>\n",
       "      <th>SBP</th>\n",
       "      <th>MAP</th>\n",
       "      <th>DBP</th>\n",
       "      <th>Resp</th>\n",
       "      <th>EtCO2</th>\n",
       "      <th>BaseExcess</th>\n",
       "      <th>HCO3</th>\n",
       "      <th>...</th>\n",
       "      <th>WBC</th>\n",
       "      <th>Fibrinogen</th>\n",
       "      <th>Platelets</th>\n",
       "      <th>Age</th>\n",
       "      <th>Gender</th>\n",
       "      <th>Unit1</th>\n",
       "      <th>Unit2</th>\n",
       "      <th>HospAdmTime</th>\n",
       "      <th>ICULOS</th>\n",
       "      <th>SepsisLabel</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>97.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>98.0</td>\n",
       "      <td>75.33</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>89.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>122.0</td>\n",
       "      <td>86.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>90.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>30.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>103.0</td>\n",
       "      <td>88.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>122.0</td>\n",
       "      <td>91.33</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5</td>\n",
       "      <td>110.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6</td>\n",
       "      <td>108.0</td>\n",
       "      <td>92.0</td>\n",
       "      <td>36.11</td>\n",
       "      <td>123.0</td>\n",
       "      <td>77.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7</td>\n",
       "      <td>106.0</td>\n",
       "      <td>90.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>93.0</td>\n",
       "      <td>76.33</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>8</td>\n",
       "      <td>104.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>133.0</td>\n",
       "      <td>88.33</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9</td>\n",
       "      <td>102.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>134.0</td>\n",
       "      <td>87.33</td>\n",
       "      <td>NaN</td>\n",
       "      <td>30.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>10</td>\n",
       "      <td>104.0</td>\n",
       "      <td>92.0</td>\n",
       "      <td>37.17</td>\n",
       "      <td>138.0</td>\n",
       "      <td>86.67</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>23.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
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       "      <td>11</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <td>12</td>\n",
       "      <td>102.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>129.0</td>\n",
       "      <td>77.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <td>13</td>\n",
       "      <td>108.0</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>122.0</td>\n",
       "      <td>96.67</td>\n",
       "      <td>NaN</td>\n",
       "      <td>27.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>106.0</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <td>15</td>\n",
       "      <td>109.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>36.56</td>\n",
       "      <td>132.0</td>\n",
       "      <td>96.67</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>16</td>\n",
       "      <td>0</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>30.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>317.0</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>17</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <td>17</td>\n",
       "      <td>104.0</td>\n",
       "      <td>92.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>132.0</td>\n",
       "      <td>81.33</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>18</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>109.0</td>\n",
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       "      <td>37.11</td>\n",
       "      <td>147.0</td>\n",
       "      <td>91.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>20</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
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       "      <td>113.0</td>\n",
       "      <td>90.0</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
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       "      <td>98.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>134.0</td>\n",
       "      <td>83.33</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>22</td>\n",
       "      <td>0</td>\n",
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       "      <td>22</td>\n",
       "      <td>100.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>23</td>\n",
       "      <td>102.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>36.67</td>\n",
       "      <td>132.0</td>\n",
       "      <td>94.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>32.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>24</td>\n",
       "      <td>108.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>149.0</td>\n",
       "      <td>89.67</td>\n",
       "      <td>NaN</td>\n",
       "      <td>30.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>25</td>\n",
       "      <td>107.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>156.0</td>\n",
       "      <td>96.67</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>26</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>26</td>\n",
       "      <td>104.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>168.0</td>\n",
       "      <td>141.33</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>27</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>27</td>\n",
       "      <td>102.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>36.50</td>\n",
       "      <td>146.0</td>\n",
       "      <td>90.67</td>\n",
       "      <td>NaN</td>\n",
       "      <td>27.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>28</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>28</td>\n",
       "      <td>106.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>137.0</td>\n",
       "      <td>75.67</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>29</td>\n",
       "      <td>112.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>157.0</td>\n",
       "      <td>123.67</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>30</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>31</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>31</td>\n",
       "      <td>107.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>37.44</td>\n",
       "      <td>141.0</td>\n",
       "      <td>97.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>32</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>32</td>\n",
       "      <td>111.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>138.0</td>\n",
       "      <td>126.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>31.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>33</td>\n",
       "      <td>104.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>126.0</td>\n",
       "      <td>117.33</td>\n",
       "      <td>NaN</td>\n",
       "      <td>27.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>34</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>34</td>\n",
       "      <td>102.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>103.0</td>\n",
       "      <td>75.67</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>35</td>\n",
       "      <td>99.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>37.11</td>\n",
       "      <td>113.0</td>\n",
       "      <td>96.33</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>36</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>36</td>\n",
       "      <td>97.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>110.0</td>\n",
       "      <td>72.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>37</td>\n",
       "      <td>110.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>108.0</td>\n",
       "      <td>90.67</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>38</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>38</td>\n",
       "      <td>108.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>139.0</td>\n",
       "      <td>102.33</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>39</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>39</td>\n",
       "      <td>117.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>36.78</td>\n",
       "      <td>126.0</td>\n",
       "      <td>104.67</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>48.0</td>\n",
       "      <td>...</td>\n",
       "      <td>14.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>338.0</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>40</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>40</td>\n",
       "      <td>107.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>41</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>41</td>\n",
       "      <td>117.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>36.33</td>\n",
       "      <td>126.0</td>\n",
       "      <td>84.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>42</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>42</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>43</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>43</td>\n",
       "      <td>114.5</td>\n",
       "      <td>89.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>157.5</td>\n",
       "      <td>121.17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>44</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>44</td>\n",
       "      <td>96.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>119.5</td>\n",
       "      <td>87.50</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>45</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>45</td>\n",
       "      <td>84.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>111.5</td>\n",
       "      <td>67.83</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>46</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>46</td>\n",
       "      <td>86.0</td>\n",
       "      <td>97.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>127.0</td>\n",
       "      <td>76.33</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>47</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>47</td>\n",
       "      <td>99.5</td>\n",
       "      <td>96.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>143.5</td>\n",
       "      <td>96.17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>48</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>48</td>\n",
       "      <td>100.0</td>\n",
       "      <td>86.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>181.0</td>\n",
       "      <td>104.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>30.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>49</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>49</td>\n",
       "      <td>76.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>85.0</td>\n",
       "      <td>53.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>50</td>\n",
       "      <td>81.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>99.0</td>\n",
       "      <td>51.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>51</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>51</td>\n",
       "      <td>85.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>103.0</td>\n",
       "      <td>48.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>52</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>52</td>\n",
       "      <td>86.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>87.0</td>\n",
       "      <td>44.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>53</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>53</td>\n",
       "      <td>84.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>78.0</td>\n",
       "      <td>44.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>54</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>54 rows × 41 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       HR  O2Sat   Temp    SBP     MAP  DBP  Resp  EtCO2  BaseExcess  HCO3  \\\n",
       "0     NaN    NaN    NaN    NaN     NaN  NaN   NaN    NaN         NaN   NaN   \n",
       "1    97.0   95.0    NaN   98.0   75.33  NaN  19.0    NaN         NaN   NaN   \n",
       "2    89.0   99.0    NaN  122.0   86.00  NaN  22.0    NaN         NaN   NaN   \n",
       "3    90.0   95.0    NaN    NaN     NaN  NaN  30.0    NaN        24.0   NaN   \n",
       "4   103.0   88.5    NaN  122.0   91.33  NaN  24.5    NaN         NaN   NaN   \n",
       "5   110.0   91.0    NaN    NaN     NaN  NaN  22.0    NaN         NaN   NaN   \n",
       "6   108.0   92.0  36.11  123.0   77.00  NaN  29.0    NaN         NaN   NaN   \n",
       "7   106.0   90.5    NaN   93.0   76.33  NaN  29.0    NaN         NaN   NaN   \n",
       "8   104.0   95.0    NaN  133.0   88.33  NaN  26.0    NaN         NaN   NaN   \n",
       "9   102.0   91.0    NaN  134.0   87.33  NaN  30.0    NaN         NaN   NaN   \n",
       "10  104.0   92.0  37.17  138.0   86.67  NaN  19.0    NaN        23.0   NaN   \n",
       "11    NaN    NaN    NaN    NaN     NaN  NaN   NaN    NaN         NaN   NaN   \n",
       "12  102.0   93.0    NaN  129.0   77.00  NaN  24.0    NaN         NaN   NaN   \n",
       "13  108.0   90.0    NaN  122.0   96.67  NaN  27.0    NaN         NaN   NaN   \n",
       "14  106.0   90.0    NaN    NaN     NaN  NaN  25.0    NaN         NaN   NaN   \n",
       "15  109.0   91.0  36.56  132.0   96.67  NaN  24.0    NaN         NaN   NaN   \n",
       "16  103.0   90.0    NaN    NaN     NaN  NaN  30.0    NaN        21.0  45.0   \n",
       "17  104.0   92.0    NaN  132.0   81.33  NaN  28.0    NaN         NaN   NaN   \n",
       "18    NaN    NaN    NaN    NaN     NaN  NaN   NaN    NaN         NaN   NaN   \n",
       "19  109.0   91.0  37.11  147.0   91.00  NaN  22.0    NaN         NaN   NaN   \n",
       "20  113.0   90.0    NaN    NaN     NaN  NaN  17.0    NaN         NaN   NaN   \n",
       "21   98.0   93.0    NaN  134.0   83.33  NaN  28.0    NaN         NaN   NaN   \n",
       "22  100.0   85.0    NaN    NaN     NaN  NaN  29.0    NaN         NaN   NaN   \n",
       "23  102.0   89.0  36.67  132.0   94.00  NaN  32.0    NaN        20.0   NaN   \n",
       "24  108.0   87.0    NaN  149.0   89.67  NaN  30.0    NaN         NaN   NaN   \n",
       "25  107.0   90.0    NaN  156.0   96.67  NaN  26.0    NaN         NaN   NaN   \n",
       "26  104.0   91.0    NaN  168.0  141.33  NaN  29.0    NaN         NaN   NaN   \n",
       "27  102.0   88.0  36.50  146.0   90.67  NaN  27.0    NaN         NaN   NaN   \n",
       "28  106.0   91.0    NaN  137.0   75.67  NaN  25.0    NaN         NaN   NaN   \n",
       "29  112.0   89.0    NaN  157.0  123.67  NaN  20.0    NaN         NaN   NaN   \n",
       "30    NaN    NaN    NaN    NaN     NaN  NaN   NaN    NaN         NaN   NaN   \n",
       "31  107.0   91.0  37.44  141.0   97.00  NaN  24.5    NaN         NaN   NaN   \n",
       "32  111.0    NaN    NaN  138.0  126.00  NaN  31.0    NaN         NaN   NaN   \n",
       "33  104.0   90.0    NaN  126.0  117.33  NaN  27.0    NaN         NaN   NaN   \n",
       "34  102.0    NaN    NaN  103.0   75.67  NaN  24.0    NaN         NaN   NaN   \n",
       "35   99.0   89.0  37.11  113.0   96.33  NaN  26.0    NaN         NaN   NaN   \n",
       "36   97.0   89.0    NaN  110.0   72.00  NaN  29.0    NaN         NaN   NaN   \n",
       "37  110.0   89.0    NaN  108.0   90.67  NaN  24.0    NaN         NaN   NaN   \n",
       "38  108.0   89.0    NaN  139.0  102.33  NaN  26.0    NaN        20.0   NaN   \n",
       "39  117.0    NaN  36.78  126.0  104.67  NaN  22.0    NaN         NaN  48.0   \n",
       "40  107.0   93.0    NaN    NaN     NaN  NaN  21.0    NaN         NaN   NaN   \n",
       "41  117.0    NaN  36.33  126.0   84.00  NaN  25.0    NaN         NaN   NaN   \n",
       "42    NaN    NaN    NaN    NaN     NaN  NaN  29.0    NaN         NaN   NaN   \n",
       "43  114.5   89.5    NaN  157.5  121.17  NaN  26.0    NaN        18.0   NaN   \n",
       "44   96.0   95.0    NaN  119.5   87.50  NaN  22.0    NaN         NaN   NaN   \n",
       "45   84.0   95.0    NaN  111.5   67.83  NaN  21.5    NaN        19.0   NaN   \n",
       "46   86.0   97.0    NaN  127.0   76.33  NaN  18.0    NaN         NaN   NaN   \n",
       "47   99.5   96.0    NaN  143.5   96.17  NaN  21.5    NaN         NaN   NaN   \n",
       "48  100.0   86.5    NaN  181.0  104.00  NaN  30.0    NaN         NaN   NaN   \n",
       "49   76.0    NaN    NaN   85.0   53.00  NaN  17.0    NaN         NaN   NaN   \n",
       "50   81.0   99.0    NaN   99.0   51.00  NaN  17.0    NaN         NaN   NaN   \n",
       "51   85.0  100.0    NaN  103.0   48.00  NaN  26.0    NaN         NaN   NaN   \n",
       "52   86.0   93.0    NaN   87.0   44.00  NaN  22.0    NaN         NaN   NaN   \n",
       "53   84.0   85.0    NaN   78.0   44.00  NaN  18.0    NaN         NaN   NaN   \n",
       "\n",
       "    ...   WBC  Fibrinogen  Platelets    Age  Gender  Unit1  Unit2  \\\n",
       "0   ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "1   ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "2   ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "3   ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "4   ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "5   ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "6   ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "7   ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "8   ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "9   ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "10  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "11  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "12  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "13  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "14  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "15  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "16  ...   5.7         NaN      317.0  83.14       0    NaN    NaN   \n",
       "17  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "18  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "19  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "20  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "21  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "22  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "23  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "24  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "25  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "26  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "27  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "28  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "29  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "30  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "31  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "32  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "33  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "34  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "35  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "36  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "37  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "38  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "39  ...  14.7         NaN      338.0  83.14       0    NaN    NaN   \n",
       "40  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "41  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "42  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "43  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "44  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "45  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "46  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "47  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "48  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "49  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "50  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "51  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "52  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "53  ...   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "\n",
       "    HospAdmTime  ICULOS  SepsisLabel  \n",
       "0         -0.03       1            0  \n",
       "1         -0.03       2            0  \n",
       "2         -0.03       3            0  \n",
       "3         -0.03       4            0  \n",
       "4         -0.03       5            0  \n",
       "5         -0.03       6            0  \n",
       "6         -0.03       7            0  \n",
       "7         -0.03       8            0  \n",
       "8         -0.03       9            0  \n",
       "9         -0.03      10            0  \n",
       "10        -0.03      11            0  \n",
       "11        -0.03      12            0  \n",
       "12        -0.03      13            0  \n",
       "13        -0.03      14            0  \n",
       "14        -0.03      15            0  \n",
       "15        -0.03      16            0  \n",
       "16        -0.03      17            0  \n",
       "17        -0.03      18            0  \n",
       "18        -0.03      19            0  \n",
       "19        -0.03      20            0  \n",
       "20        -0.03      21            0  \n",
       "21        -0.03      22            0  \n",
       "22        -0.03      23            0  \n",
       "23        -0.03      24            0  \n",
       "24        -0.03      25            0  \n",
       "25        -0.03      26            0  \n",
       "26        -0.03      27            0  \n",
       "27        -0.03      28            0  \n",
       "28        -0.03      29            0  \n",
       "29        -0.03      30            0  \n",
       "30        -0.03      31            0  \n",
       "31        -0.03      32            0  \n",
       "32        -0.03      33            0  \n",
       "33        -0.03      34            0  \n",
       "34        -0.03      35            0  \n",
       "35        -0.03      36            0  \n",
       "36        -0.03      37            0  \n",
       "37        -0.03      38            0  \n",
       "38        -0.03      39            0  \n",
       "39        -0.03      40            0  \n",
       "40        -0.03      41            0  \n",
       "41        -0.03      42            0  \n",
       "42        -0.03      43            0  \n",
       "43        -0.03      44            0  \n",
       "44        -0.03      45            0  \n",
       "45        -0.03      46            0  \n",
       "46        -0.03      47            0  \n",
       "47        -0.03      48            0  \n",
       "48        -0.03      49            0  \n",
       "49        -0.03      50            0  \n",
       "50        -0.03      51            0  \n",
       "51        -0.03      52            0  \n",
       "52        -0.03      53            0  \n",
       "53        -0.03      54            0  \n",
       "\n",
       "[54 rows x 41 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "x=data.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['HR', 'O2Sat', 'Temp', 'SBP', 'MAP', 'DBP', 'Resp', 'EtCO2',\n",
       "       'BaseExcess', 'HCO3', 'FiO2', 'pH', 'PaCO2', 'SaO2', 'AST', 'BUN',\n",
       "       'Alkalinephos', 'Calcium', 'Chloride', 'Creatinine', 'Bilirubin_direct',\n",
       "       'Glucose', 'Lactate', 'Magnesium', 'Phosphate', 'Potassium',\n",
       "       'Bilirubin_total', 'TroponinI', 'Hct', 'Hgb', 'PTT', 'WBC',\n",
       "       'Fibrinogen', 'Platelets', 'Age', 'Gender', 'Unit1', 'Unit2',\n",
       "       'HospAdmTime', 'ICULOS', 'SepsisLabel'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "x=['HR', 'O2Sat', 'Temp', 'SBP', 'MAP', 'DBP', 'Resp', 'EtCO2',\n",
    "       'BaseExcess', 'HCO3', 'FiO2', 'pH', 'PaCO2', 'SaO2', 'AST', 'BUN',\n",
    "       'Alkalinephos', 'Calcium', 'Chloride', 'Creatinine', 'Bilirubin_direct',\n",
    "       'Glucose', 'Lactate', 'Magnesium', 'Phosphate', 'Potassium',\n",
    "       'Bilirubin_total', 'TroponinI', 'Hct', 'Hgb', 'PTT', 'WBC',\n",
    "       'Fibrinogen', 'Platelets', 'Age', 'Gender', 'Unit1', 'Unit2',\n",
    "       'HospAdmTime', 'ICULOS']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "X=data[x].copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>23</td>\n",
       "      <td>102.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>36.67</td>\n",
       "      <td>132.0</td>\n",
       "      <td>94.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>32.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>24</td>\n",
       "      <td>108.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>149.0</td>\n",
       "      <td>89.67</td>\n",
       "      <td>NaN</td>\n",
       "      <td>30.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>25</td>\n",
       "      <td>107.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>156.0</td>\n",
       "      <td>96.67</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>26</td>\n",
       "      <td>104.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>168.0</td>\n",
       "      <td>141.33</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>27</td>\n",
       "      <td>102.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>36.50</td>\n",
       "      <td>146.0</td>\n",
       "      <td>90.67</td>\n",
       "      <td>NaN</td>\n",
       "      <td>27.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>28</td>\n",
       "      <td>106.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>137.0</td>\n",
       "      <td>75.67</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>29</td>\n",
       "      <td>112.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>157.0</td>\n",
       "      <td>123.67</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>30</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>31</td>\n",
       "      <td>107.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>37.44</td>\n",
       "      <td>141.0</td>\n",
       "      <td>97.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>32</td>\n",
       "      <td>111.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>138.0</td>\n",
       "      <td>126.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>31.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>33</td>\n",
       "      <td>104.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>126.0</td>\n",
       "      <td>117.33</td>\n",
       "      <td>NaN</td>\n",
       "      <td>27.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>34</td>\n",
       "      <td>102.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>103.0</td>\n",
       "      <td>75.67</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>35</td>\n",
       "      <td>99.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>37.11</td>\n",
       "      <td>113.0</td>\n",
       "      <td>96.33</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>36</td>\n",
       "      <td>97.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>110.0</td>\n",
       "      <td>72.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>37</td>\n",
       "      <td>110.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>108.0</td>\n",
       "      <td>90.67</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>38</td>\n",
       "      <td>108.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>139.0</td>\n",
       "      <td>102.33</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>39</td>\n",
       "      <td>117.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>36.78</td>\n",
       "      <td>126.0</td>\n",
       "      <td>104.67</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>48.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>338.0</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>40</td>\n",
       "      <td>107.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>41</td>\n",
       "      <td>117.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>36.33</td>\n",
       "      <td>126.0</td>\n",
       "      <td>84.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>42</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>43</td>\n",
       "      <td>114.5</td>\n",
       "      <td>89.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>157.5</td>\n",
       "      <td>121.17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>44</td>\n",
       "      <td>96.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>119.5</td>\n",
       "      <td>87.50</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>45</td>\n",
       "      <td>84.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>111.5</td>\n",
       "      <td>67.83</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>46</td>\n",
       "      <td>86.0</td>\n",
       "      <td>97.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>127.0</td>\n",
       "      <td>76.33</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>47</td>\n",
       "      <td>99.5</td>\n",
       "      <td>96.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>143.5</td>\n",
       "      <td>96.17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>48</td>\n",
       "      <td>100.0</td>\n",
       "      <td>86.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>181.0</td>\n",
       "      <td>104.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>30.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>49</td>\n",
       "      <td>76.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>85.0</td>\n",
       "      <td>53.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>50</td>\n",
       "      <td>81.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>99.0</td>\n",
       "      <td>51.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>51</td>\n",
       "      <td>85.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>103.0</td>\n",
       "      <td>48.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>52</td>\n",
       "      <td>86.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>87.0</td>\n",
       "      <td>44.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>53</td>\n",
       "      <td>84.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>78.0</td>\n",
       "      <td>44.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>54</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>54 rows × 40 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       HR  O2Sat   Temp    SBP     MAP  DBP  Resp  EtCO2  BaseExcess  HCO3  \\\n",
       "0     NaN    NaN    NaN    NaN     NaN  NaN   NaN    NaN         NaN   NaN   \n",
       "1    97.0   95.0    NaN   98.0   75.33  NaN  19.0    NaN         NaN   NaN   \n",
       "2    89.0   99.0    NaN  122.0   86.00  NaN  22.0    NaN         NaN   NaN   \n",
       "3    90.0   95.0    NaN    NaN     NaN  NaN  30.0    NaN        24.0   NaN   \n",
       "4   103.0   88.5    NaN  122.0   91.33  NaN  24.5    NaN         NaN   NaN   \n",
       "5   110.0   91.0    NaN    NaN     NaN  NaN  22.0    NaN         NaN   NaN   \n",
       "6   108.0   92.0  36.11  123.0   77.00  NaN  29.0    NaN         NaN   NaN   \n",
       "7   106.0   90.5    NaN   93.0   76.33  NaN  29.0    NaN         NaN   NaN   \n",
       "8   104.0   95.0    NaN  133.0   88.33  NaN  26.0    NaN         NaN   NaN   \n",
       "9   102.0   91.0    NaN  134.0   87.33  NaN  30.0    NaN         NaN   NaN   \n",
       "10  104.0   92.0  37.17  138.0   86.67  NaN  19.0    NaN        23.0   NaN   \n",
       "11    NaN    NaN    NaN    NaN     NaN  NaN   NaN    NaN         NaN   NaN   \n",
       "12  102.0   93.0    NaN  129.0   77.00  NaN  24.0    NaN         NaN   NaN   \n",
       "13  108.0   90.0    NaN  122.0   96.67  NaN  27.0    NaN         NaN   NaN   \n",
       "14  106.0   90.0    NaN    NaN     NaN  NaN  25.0    NaN         NaN   NaN   \n",
       "15  109.0   91.0  36.56  132.0   96.67  NaN  24.0    NaN         NaN   NaN   \n",
       "16  103.0   90.0    NaN    NaN     NaN  NaN  30.0    NaN        21.0  45.0   \n",
       "17  104.0   92.0    NaN  132.0   81.33  NaN  28.0    NaN         NaN   NaN   \n",
       "18    NaN    NaN    NaN    NaN     NaN  NaN   NaN    NaN         NaN   NaN   \n",
       "19  109.0   91.0  37.11  147.0   91.00  NaN  22.0    NaN         NaN   NaN   \n",
       "20  113.0   90.0    NaN    NaN     NaN  NaN  17.0    NaN         NaN   NaN   \n",
       "21   98.0   93.0    NaN  134.0   83.33  NaN  28.0    NaN         NaN   NaN   \n",
       "22  100.0   85.0    NaN    NaN     NaN  NaN  29.0    NaN         NaN   NaN   \n",
       "23  102.0   89.0  36.67  132.0   94.00  NaN  32.0    NaN        20.0   NaN   \n",
       "24  108.0   87.0    NaN  149.0   89.67  NaN  30.0    NaN         NaN   NaN   \n",
       "25  107.0   90.0    NaN  156.0   96.67  NaN  26.0    NaN         NaN   NaN   \n",
       "26  104.0   91.0    NaN  168.0  141.33  NaN  29.0    NaN         NaN   NaN   \n",
       "27  102.0   88.0  36.50  146.0   90.67  NaN  27.0    NaN         NaN   NaN   \n",
       "28  106.0   91.0    NaN  137.0   75.67  NaN  25.0    NaN         NaN   NaN   \n",
       "29  112.0   89.0    NaN  157.0  123.67  NaN  20.0    NaN         NaN   NaN   \n",
       "30    NaN    NaN    NaN    NaN     NaN  NaN   NaN    NaN         NaN   NaN   \n",
       "31  107.0   91.0  37.44  141.0   97.00  NaN  24.5    NaN         NaN   NaN   \n",
       "32  111.0    NaN    NaN  138.0  126.00  NaN  31.0    NaN         NaN   NaN   \n",
       "33  104.0   90.0    NaN  126.0  117.33  NaN  27.0    NaN         NaN   NaN   \n",
       "34  102.0    NaN    NaN  103.0   75.67  NaN  24.0    NaN         NaN   NaN   \n",
       "35   99.0   89.0  37.11  113.0   96.33  NaN  26.0    NaN         NaN   NaN   \n",
       "36   97.0   89.0    NaN  110.0   72.00  NaN  29.0    NaN         NaN   NaN   \n",
       "37  110.0   89.0    NaN  108.0   90.67  NaN  24.0    NaN         NaN   NaN   \n",
       "38  108.0   89.0    NaN  139.0  102.33  NaN  26.0    NaN        20.0   NaN   \n",
       "39  117.0    NaN  36.78  126.0  104.67  NaN  22.0    NaN         NaN  48.0   \n",
       "40  107.0   93.0    NaN    NaN     NaN  NaN  21.0    NaN         NaN   NaN   \n",
       "41  117.0    NaN  36.33  126.0   84.00  NaN  25.0    NaN         NaN   NaN   \n",
       "42    NaN    NaN    NaN    NaN     NaN  NaN  29.0    NaN         NaN   NaN   \n",
       "43  114.5   89.5    NaN  157.5  121.17  NaN  26.0    NaN        18.0   NaN   \n",
       "44   96.0   95.0    NaN  119.5   87.50  NaN  22.0    NaN         NaN   NaN   \n",
       "45   84.0   95.0    NaN  111.5   67.83  NaN  21.5    NaN        19.0   NaN   \n",
       "46   86.0   97.0    NaN  127.0   76.33  NaN  18.0    NaN         NaN   NaN   \n",
       "47   99.5   96.0    NaN  143.5   96.17  NaN  21.5    NaN         NaN   NaN   \n",
       "48  100.0   86.5    NaN  181.0  104.00  NaN  30.0    NaN         NaN   NaN   \n",
       "49   76.0    NaN    NaN   85.0   53.00  NaN  17.0    NaN         NaN   NaN   \n",
       "50   81.0   99.0    NaN   99.0   51.00  NaN  17.0    NaN         NaN   NaN   \n",
       "51   85.0  100.0    NaN  103.0   48.00  NaN  26.0    NaN         NaN   NaN   \n",
       "52   86.0   93.0    NaN   87.0   44.00  NaN  22.0    NaN         NaN   NaN   \n",
       "53   84.0   85.0    NaN   78.0   44.00  NaN  18.0    NaN         NaN   NaN   \n",
       "\n",
       "    ...  PTT   WBC  Fibrinogen  Platelets    Age  Gender  Unit1  Unit2  \\\n",
       "0   ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "1   ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "2   ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "3   ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "4   ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "5   ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "6   ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "7   ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "8   ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "9   ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "10  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "11  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "12  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "13  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "14  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "15  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "16  ...  NaN   5.7         NaN      317.0  83.14       0    NaN    NaN   \n",
       "17  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "18  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "19  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "20  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "21  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "22  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "23  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "24  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "25  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "26  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "27  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "28  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "29  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "30  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "31  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "32  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "33  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "34  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "35  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "36  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "37  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "38  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "39  ...  NaN  14.7         NaN      338.0  83.14       0    NaN    NaN   \n",
       "40  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "41  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "42  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "43  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "44  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "45  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "46  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "47  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "48  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "49  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "50  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "51  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "52  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "53  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "\n",
       "    HospAdmTime  ICULOS  \n",
       "0         -0.03       1  \n",
       "1         -0.03       2  \n",
       "2         -0.03       3  \n",
       "3         -0.03       4  \n",
       "4         -0.03       5  \n",
       "5         -0.03       6  \n",
       "6         -0.03       7  \n",
       "7         -0.03       8  \n",
       "8         -0.03       9  \n",
       "9         -0.03      10  \n",
       "10        -0.03      11  \n",
       "11        -0.03      12  \n",
       "12        -0.03      13  \n",
       "13        -0.03      14  \n",
       "14        -0.03      15  \n",
       "15        -0.03      16  \n",
       "16        -0.03      17  \n",
       "17        -0.03      18  \n",
       "18        -0.03      19  \n",
       "19        -0.03      20  \n",
       "20        -0.03      21  \n",
       "21        -0.03      22  \n",
       "22        -0.03      23  \n",
       "23        -0.03      24  \n",
       "24        -0.03      25  \n",
       "25        -0.03      26  \n",
       "26        -0.03      27  \n",
       "27        -0.03      28  \n",
       "28        -0.03      29  \n",
       "29        -0.03      30  \n",
       "30        -0.03      31  \n",
       "31        -0.03      32  \n",
       "32        -0.03      33  \n",
       "33        -0.03      34  \n",
       "34        -0.03      35  \n",
       "35        -0.03      36  \n",
       "36        -0.03      37  \n",
       "37        -0.03      38  \n",
       "38        -0.03      39  \n",
       "39        -0.03      40  \n",
       "40        -0.03      41  \n",
       "41        -0.03      42  \n",
       "42        -0.03      43  \n",
       "43        -0.03      44  \n",
       "44        -0.03      45  \n",
       "45        -0.03      46  \n",
       "46        -0.03      47  \n",
       "47        -0.03      48  \n",
       "48        -0.03      49  \n",
       "49        -0.03      50  \n",
       "50        -0.03      51  \n",
       "51        -0.03      52  \n",
       "52        -0.03      53  \n",
       "53        -0.03      54  \n",
       "\n",
       "[54 rows x 40 columns]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "Y=data['SepsisLabel'].copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0     0\n",
       "1     0\n",
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       "3     0\n",
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       "10    0\n",
       "11    0\n",
       "12    0\n",
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       "33    0\n",
       "34    0\n",
       "35    0\n",
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       "40    0\n",
       "41    0\n",
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       "48    0\n",
       "49    0\n",
       "50    0\n",
       "51    0\n",
       "52    0\n",
       "53    0\n",
       "Name: SepsisLabel, dtype: int64"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Y"
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>21</td>\n",
       "      <td>98.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>134.0</td>\n",
       "      <td>83.33</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>22</td>\n",
       "      <td>100.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>23</td>\n",
       "      <td>102.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>36.67</td>\n",
       "      <td>132.0</td>\n",
       "      <td>94.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>32.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>24</td>\n",
       "      <td>108.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>149.0</td>\n",
       "      <td>89.67</td>\n",
       "      <td>NaN</td>\n",
       "      <td>30.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>25</td>\n",
       "      <td>107.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>156.0</td>\n",
       "      <td>96.67</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>26</td>\n",
       "      <td>104.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>168.0</td>\n",
       "      <td>141.33</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>27</td>\n",
       "      <td>102.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>36.50</td>\n",
       "      <td>146.0</td>\n",
       "      <td>90.67</td>\n",
       "      <td>NaN</td>\n",
       "      <td>27.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>28</td>\n",
       "      <td>106.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>137.0</td>\n",
       "      <td>75.67</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>29</td>\n",
       "      <td>112.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>157.0</td>\n",
       "      <td>123.67</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>30</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>31</td>\n",
       "      <td>107.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>37.44</td>\n",
       "      <td>141.0</td>\n",
       "      <td>97.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>32</td>\n",
       "      <td>111.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>138.0</td>\n",
       "      <td>126.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>31.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>33</td>\n",
       "      <td>104.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>126.0</td>\n",
       "      <td>117.33</td>\n",
       "      <td>NaN</td>\n",
       "      <td>27.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>34</td>\n",
       "      <td>102.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>103.0</td>\n",
       "      <td>75.67</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>35</td>\n",
       "      <td>99.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>37.11</td>\n",
       "      <td>113.0</td>\n",
       "      <td>96.33</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>36</td>\n",
       "      <td>97.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>110.0</td>\n",
       "      <td>72.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>37</td>\n",
       "      <td>110.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>108.0</td>\n",
       "      <td>90.67</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>38</td>\n",
       "      <td>108.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>139.0</td>\n",
       "      <td>102.33</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>39</td>\n",
       "      <td>117.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>36.78</td>\n",
       "      <td>126.0</td>\n",
       "      <td>104.67</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>48.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>338.0</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>40</td>\n",
       "      <td>107.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>41</td>\n",
       "      <td>117.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>36.33</td>\n",
       "      <td>126.0</td>\n",
       "      <td>84.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>42</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>43</td>\n",
       "      <td>114.5</td>\n",
       "      <td>89.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>157.5</td>\n",
       "      <td>121.17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>44</td>\n",
       "      <td>96.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>119.5</td>\n",
       "      <td>87.50</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>45</td>\n",
       "      <td>84.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>111.5</td>\n",
       "      <td>67.83</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>46</td>\n",
       "      <td>86.0</td>\n",
       "      <td>97.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>127.0</td>\n",
       "      <td>76.33</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>47</td>\n",
       "      <td>99.5</td>\n",
       "      <td>96.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>143.5</td>\n",
       "      <td>96.17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.14</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>48 rows × 40 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       HR  O2Sat   Temp    SBP     MAP  DBP  Resp  EtCO2  BaseExcess  HCO3  \\\n",
       "0     NaN    NaN    NaN    NaN     NaN  NaN   NaN    NaN         NaN   NaN   \n",
       "1    97.0   95.0    NaN   98.0   75.33  NaN  19.0    NaN         NaN   NaN   \n",
       "2    89.0   99.0    NaN  122.0   86.00  NaN  22.0    NaN         NaN   NaN   \n",
       "3    90.0   95.0    NaN    NaN     NaN  NaN  30.0    NaN        24.0   NaN   \n",
       "4   103.0   88.5    NaN  122.0   91.33  NaN  24.5    NaN         NaN   NaN   \n",
       "5   110.0   91.0    NaN    NaN     NaN  NaN  22.0    NaN         NaN   NaN   \n",
       "6   108.0   92.0  36.11  123.0   77.00  NaN  29.0    NaN         NaN   NaN   \n",
       "7   106.0   90.5    NaN   93.0   76.33  NaN  29.0    NaN         NaN   NaN   \n",
       "8   104.0   95.0    NaN  133.0   88.33  NaN  26.0    NaN         NaN   NaN   \n",
       "9   102.0   91.0    NaN  134.0   87.33  NaN  30.0    NaN         NaN   NaN   \n",
       "10  104.0   92.0  37.17  138.0   86.67  NaN  19.0    NaN        23.0   NaN   \n",
       "11    NaN    NaN    NaN    NaN     NaN  NaN   NaN    NaN         NaN   NaN   \n",
       "12  102.0   93.0    NaN  129.0   77.00  NaN  24.0    NaN         NaN   NaN   \n",
       "13  108.0   90.0    NaN  122.0   96.67  NaN  27.0    NaN         NaN   NaN   \n",
       "14  106.0   90.0    NaN    NaN     NaN  NaN  25.0    NaN         NaN   NaN   \n",
       "15  109.0   91.0  36.56  132.0   96.67  NaN  24.0    NaN         NaN   NaN   \n",
       "16  103.0   90.0    NaN    NaN     NaN  NaN  30.0    NaN        21.0  45.0   \n",
       "17  104.0   92.0    NaN  132.0   81.33  NaN  28.0    NaN         NaN   NaN   \n",
       "18    NaN    NaN    NaN    NaN     NaN  NaN   NaN    NaN         NaN   NaN   \n",
       "19  109.0   91.0  37.11  147.0   91.00  NaN  22.0    NaN         NaN   NaN   \n",
       "20  113.0   90.0    NaN    NaN     NaN  NaN  17.0    NaN         NaN   NaN   \n",
       "21   98.0   93.0    NaN  134.0   83.33  NaN  28.0    NaN         NaN   NaN   \n",
       "22  100.0   85.0    NaN    NaN     NaN  NaN  29.0    NaN         NaN   NaN   \n",
       "23  102.0   89.0  36.67  132.0   94.00  NaN  32.0    NaN        20.0   NaN   \n",
       "24  108.0   87.0    NaN  149.0   89.67  NaN  30.0    NaN         NaN   NaN   \n",
       "25  107.0   90.0    NaN  156.0   96.67  NaN  26.0    NaN         NaN   NaN   \n",
       "26  104.0   91.0    NaN  168.0  141.33  NaN  29.0    NaN         NaN   NaN   \n",
       "27  102.0   88.0  36.50  146.0   90.67  NaN  27.0    NaN         NaN   NaN   \n",
       "28  106.0   91.0    NaN  137.0   75.67  NaN  25.0    NaN         NaN   NaN   \n",
       "29  112.0   89.0    NaN  157.0  123.67  NaN  20.0    NaN         NaN   NaN   \n",
       "30    NaN    NaN    NaN    NaN     NaN  NaN   NaN    NaN         NaN   NaN   \n",
       "31  107.0   91.0  37.44  141.0   97.00  NaN  24.5    NaN         NaN   NaN   \n",
       "32  111.0    NaN    NaN  138.0  126.00  NaN  31.0    NaN         NaN   NaN   \n",
       "33  104.0   90.0    NaN  126.0  117.33  NaN  27.0    NaN         NaN   NaN   \n",
       "34  102.0    NaN    NaN  103.0   75.67  NaN  24.0    NaN         NaN   NaN   \n",
       "35   99.0   89.0  37.11  113.0   96.33  NaN  26.0    NaN         NaN   NaN   \n",
       "36   97.0   89.0    NaN  110.0   72.00  NaN  29.0    NaN         NaN   NaN   \n",
       "37  110.0   89.0    NaN  108.0   90.67  NaN  24.0    NaN         NaN   NaN   \n",
       "38  108.0   89.0    NaN  139.0  102.33  NaN  26.0    NaN        20.0   NaN   \n",
       "39  117.0    NaN  36.78  126.0  104.67  NaN  22.0    NaN         NaN  48.0   \n",
       "40  107.0   93.0    NaN    NaN     NaN  NaN  21.0    NaN         NaN   NaN   \n",
       "41  117.0    NaN  36.33  126.0   84.00  NaN  25.0    NaN         NaN   NaN   \n",
       "42    NaN    NaN    NaN    NaN     NaN  NaN  29.0    NaN         NaN   NaN   \n",
       "43  114.5   89.5    NaN  157.5  121.17  NaN  26.0    NaN        18.0   NaN   \n",
       "44   96.0   95.0    NaN  119.5   87.50  NaN  22.0    NaN         NaN   NaN   \n",
       "45   84.0   95.0    NaN  111.5   67.83  NaN  21.5    NaN        19.0   NaN   \n",
       "46   86.0   97.0    NaN  127.0   76.33  NaN  18.0    NaN         NaN   NaN   \n",
       "47   99.5   96.0    NaN  143.5   96.17  NaN  21.5    NaN         NaN   NaN   \n",
       "\n",
       "    ...  PTT   WBC  Fibrinogen  Platelets    Age  Gender  Unit1  Unit2  \\\n",
       "0   ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "1   ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "2   ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "3   ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "4   ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "5   ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "6   ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "7   ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "8   ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "9   ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "10  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "11  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "12  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "13  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "14  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "15  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "16  ...  NaN   5.7         NaN      317.0  83.14       0    NaN    NaN   \n",
       "17  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "18  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "19  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "20  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "21  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "22  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "23  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "24  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "25  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "26  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "27  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "28  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "29  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "30  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "31  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "32  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "33  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "34  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "35  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "36  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "37  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "38  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "39  ...  NaN  14.7         NaN      338.0  83.14       0    NaN    NaN   \n",
       "40  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "41  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "42  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "43  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "44  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "45  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "46  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "47  ...  NaN   NaN         NaN        NaN  83.14       0    NaN    NaN   \n",
       "\n",
       "    HospAdmTime  ICULOS  \n",
       "0         -0.03       1  \n",
       "1         -0.03       2  \n",
       "2         -0.03       3  \n",
       "3         -0.03       4  \n",
       "4         -0.03       5  \n",
       "5         -0.03       6  \n",
       "6         -0.03       7  \n",
       "7         -0.03       8  \n",
       "8         -0.03       9  \n",
       "9         -0.03      10  \n",
       "10        -0.03      11  \n",
       "11        -0.03      12  \n",
       "12        -0.03      13  \n",
       "13        -0.03      14  \n",
       "14        -0.03      15  \n",
       "15        -0.03      16  \n",
       "16        -0.03      17  \n",
       "17        -0.03      18  \n",
       "18        -0.03      19  \n",
       "19        -0.03      20  \n",
       "20        -0.03      21  \n",
       "21        -0.03      22  \n",
       "22        -0.03      23  \n",
       "23        -0.03      24  \n",
       "24        -0.03      25  \n",
       "25        -0.03      26  \n",
       "26        -0.03      27  \n",
       "27        -0.03      28  \n",
       "28        -0.03      29  \n",
       "29        -0.03      30  \n",
       "30        -0.03      31  \n",
       "31        -0.03      32  \n",
       "32        -0.03      33  \n",
       "33        -0.03      34  \n",
       "34        -0.03      35  \n",
       "35        -0.03      36  \n",
       "36        -0.03      37  \n",
       "37        -0.03      38  \n",
       "38        -0.03      39  \n",
       "39        -0.03      40  \n",
       "40        -0.03      41  \n",
       "41        -0.03      42  \n",
       "42        -0.03      43  \n",
       "43        -0.03      44  \n",
       "44        -0.03      45  \n",
       "45        -0.03      46  \n",
       "46        -0.03      47  \n",
       "47        -0.03      48  \n",
       "\n",
       "[48 rows x 40 columns]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X[0:len(X)-6]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Initial weight scale\n",
    "init_scale = 0.1\n",
    "#Initial learning rate\n",
    "learning_rate = 1.0\n",
    "#Maximum permissible norm for the gradient (For gradient clipping -- another measure against Exploding Gradients)\n",
    "max_grad_norm = 5\n",
    "#The number of layers in our model\n",
    "num_layers = 2\n",
    "#The total number of recurrence steps, also known as the number of layers when our RNN is \"unfolded\"\n",
    "num_steps = 40\n",
    "#The number of processing units (neurons) in the hidden layers\n",
    "hidden_size_l1 = 256\n",
    "hidden_size_l2 = 128\n",
    "#The maximum number of epochs trained with the initial learning rate\n",
    "max_epoch_decay_lr = 4\n",
    "#The total number of epochs in training\n",
    "max_epoch = 15\n",
    "\n",
    "keep_prob = 1\n",
    "#The decay for the learning rate\n",
    "decay = 0.5\n",
    "#The size for each batch of data\n",
    "batch_size = 60\n",
    "\n",
    "embeding_vector_size = 200\n",
    "#Training flag to separate training from testing\n",
    "is_training = 1\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:\n",
      "The TensorFlow contrib module will not be included in TensorFlow 2.0.\n",
      "For more information, please see:\n",
      "  * https://github.com/tensorflow/community/blob/master/rfcs/20180907-contrib-sunset.md\n",
      "  * https://github.com/tensorflow/addons\n",
      "  * https://github.com/tensorflow/io (for I/O related ops)\n",
      "If you depend on functionality not listed there, please file an issue.\n",
      "\n",
      "WARNING:tensorflow:From <ipython-input-84-ddf565d0e753>:1: BasicLSTMCell.__init__ (from tensorflow.python.ops.rnn_cell_impl) is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "This class is equivalent as tf.keras.layers.LSTMCell, and will be replaced by that in Tensorflow 2.0.\n",
      "WARNING:tensorflow:From <ipython-input-84-ddf565d0e753>:3: MultiRNNCell.__init__ (from tensorflow.python.ops.rnn_cell_impl) is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "This class is equivalent as tf.keras.layers.StackedRNNCells, and will be replaced by that in Tensorflow 2.0.\n"
     ]
    }
   ],
   "source": [
    "lstm_cell_l1 = tf.contrib.rnn.BasicLSTMCell(hidden_size_l1, forget_bias=0.0)\n",
    "lstm_cell_l2 = tf.contrib.rnn.BasicLSTMCell(hidden_size_l2, forget_bias=0.0)\n",
    "stacked_lstm = tf.contrib.rnn.MultiRNNCell([lstm_cell_l1, lstm_cell_l2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "x=['HR', 'O2Sat', 'Temp', 'SBP', 'MAP', 'DBP', 'Resp', 'EtCO2',\n",
    "       'BaseExcess', 'HCO3', 'FiO2', 'pH', 'PaCO2', 'SaO2', 'AST', 'BUN',\n",
    "       'Alkalinephos', 'Calcium', 'Chloride', 'Creatinine', 'Bilirubin_direct',\n",
    "       'Glucose', 'Lactate', 'Magnesium', 'Phosphate', 'Potassium',\n",
    "       'Bilirubin_total', 'TroponinI', 'Hct', 'Hgb', 'PTT', 'WBC',\n",
    "       'Fibrinogen', 'Platelets', 'Age', 'Gender', 'Unit1', 'Unit2',\n",
    "       'HospAdmTime', 'ICULOS']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [],
   "source": [
    "_initial_state = stacked_lstm.zero_state(batch_size, tf.float32)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "def filename(x):\n",
    "    if(x<10):\n",
    "        return 'p00000'+str(x)+'.psv'\n",
    "    elif(x<100):\n",
    "        return 'p0000'+str(x)+'.psv'\n",
    "    elif(x<1000):\n",
    "        return 'p000'+str(x)+'.psv'\n",
    "    elif(x<10000):\n",
    "        return 'p00'+str(x)+'.psv'\n",
    "    elif(x<100000):\n",
    "        return 'p0'+str(x)+'.psv'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "ename": "FileNotFoundError",
     "evalue": "[Errno 2] File b'./training_setA/training/p019313.psv' does not exist: b'./training_setA/training/p019313.psv'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-83-9c84c76cc673>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m20644\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m     \u001b[0mdata\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mread_csv\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'./training_setA/training/'\u001b[0m\u001b[1;33m+\u001b[0m\u001b[0mfilename\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msep\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'|'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      3\u001b[0m     \u001b[0mX\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcopy\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      4\u001b[0m     \u001b[0my\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'SepsisLabel'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcopy\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      5\u001b[0m     \u001b[1;31m#X.shape[0]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\io\\parsers.py\u001b[0m in \u001b[0;36mparser_f\u001b[1;34m(filepath_or_buffer, sep, delimiter, header, names, index_col, usecols, squeeze, prefix, mangle_dupe_cols, dtype, engine, converters, true_values, false_values, skipinitialspace, skiprows, skipfooter, nrows, na_values, keep_default_na, na_filter, verbose, skip_blank_lines, parse_dates, infer_datetime_format, keep_date_col, date_parser, dayfirst, cache_dates, iterator, chunksize, compression, thousands, decimal, lineterminator, quotechar, quoting, doublequote, escapechar, comment, encoding, dialect, error_bad_lines, warn_bad_lines, delim_whitespace, low_memory, memory_map, float_precision)\u001b[0m\n\u001b[0;32m    683\u001b[0m         )\n\u001b[0;32m    684\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 685\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0m_read\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfilepath_or_buffer\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkwds\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    686\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    687\u001b[0m     \u001b[0mparser_f\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__name__\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\io\\parsers.py\u001b[0m in \u001b[0;36m_read\u001b[1;34m(filepath_or_buffer, kwds)\u001b[0m\n\u001b[0;32m    455\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    456\u001b[0m     \u001b[1;31m# Create the parser.\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 457\u001b[1;33m     \u001b[0mparser\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mTextFileReader\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfp_or_buf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    458\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    459\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0mchunksize\u001b[0m \u001b[1;32mor\u001b[0m \u001b[0miterator\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\io\\parsers.py\u001b[0m in \u001b[0;36m__init__\u001b[1;34m(self, f, engine, **kwds)\u001b[0m\n\u001b[0;32m    893\u001b[0m             \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0moptions\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"has_index_names\"\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mkwds\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"has_index_names\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    894\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 895\u001b[1;33m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_make_engine\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mengine\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    896\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    897\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0mclose\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\io\\parsers.py\u001b[0m in \u001b[0;36m_make_engine\u001b[1;34m(self, engine)\u001b[0m\n\u001b[0;32m   1133\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m_make_engine\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mengine\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"c\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1134\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mengine\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;34m\"c\"\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1135\u001b[1;33m             \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_engine\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mCParserWrapper\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0moptions\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1136\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1137\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mengine\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;34m\"python\"\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\io\\parsers.py\u001b[0m in \u001b[0;36m__init__\u001b[1;34m(self, src, **kwds)\u001b[0m\n\u001b[0;32m   1915\u001b[0m         \u001b[0mkwds\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"usecols\"\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0musecols\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1916\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1917\u001b[1;33m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_reader\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mparsers\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mTextReader\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msrc\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1918\u001b[0m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0munnamed_cols\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_reader\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0munnamed_cols\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1919\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mpandas\\_libs\\parsers.pyx\u001b[0m in \u001b[0;36mpandas._libs.parsers.TextReader.__cinit__\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;32mpandas\\_libs\\parsers.pyx\u001b[0m in \u001b[0;36mpandas._libs.parsers.TextReader._setup_parser_source\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;31mFileNotFoundError\u001b[0m: [Errno 2] File b'./training_setA/training/p019313.psv' does not exist: b'./training_setA/training/p019313.psv'"
     ]
    }
   ],
   "source": [
    "for i in range(1,20644):\n",
    "    data=pd.read_csv('./training_setA/training/'+filename(i), sep='|')\n",
    "    X=data[x].copy()\n",
    "    y=data['SepsisLabel'].copy()\n",
    "    #X.shape[0]\n",
    "    X=X[0:len(X)-6]\n",
    "    p=len(X)\n",
    "    X=X.values.reshape(1,len(X),40)\n",
    "    y=y[6:len(y)]\n",
    "    z=len(y)\n",
    "    y=y.values.reshape(1,len(y),1)\n",
    "    \n",
    "    _input_data = tf.placeholder(tf.int64, [None,p, num_steps]) #[30#20]\n",
    "    _targets = tf.placeholder(tf.int64, [None,z, 1]) \n",
    "    feed_dict = {_input_data:X, _targets:y}\n",
    "    outputs, new_state =  tf.nn.dynamic_rnn(stacked_lstm, X, initial_state=_initial_state)\n",
    "    session.run(_input_data, feed_dict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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